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    • All HBS Web  (119,772)
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      Accounting and ManagementRemove Accounting and Management →

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      • 2024
      • Working Paper

      Scaling Core Earnings Measurement with Large Language Models

      By: Matthew Shaffer and Charles CY Wang
      We study the application of large language models (LLMs) to the estimation of core earnings, i.e., a firm's persistent profitability from its core business activities. This construct is central to investors' assessments of economic performance and valuations. However,... View Details
      Keywords: Large Language Models; AI and Machine Learning; Accounting; Profit; Corporate Disclosure; Analytics and Data Science; Measurement and Metrics
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      Shaffer, Matthew, and Charles CY Wang. "Scaling Core Earnings Measurement with Large Language Models." Working Paper, November 2024.
      • 2024
      • Working Paper

      Climate Solutions, Transition Risk, and Stock Returns

      By: Shirley Lu, Edward J. Riedl, Simon Xu and George Serafeim
      Using large language models to measure firms' climate solution products and services, we find that high-climate solution firms exhibit lower stock returns and higher market valuation multiples. Their stock prices respond positively to events signaling increased demand... View Details
      Keywords: Technology; Generative Ai; Large Language Models; Climate Finance; Climate Change; Innovation and Invention; Environmental Sustainability; AI and Machine Learning; Investment; Financial Markets
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      Lu, Shirley, Edward J. Riedl, Simon Xu, and George Serafeim. "Climate Solutions, Transition Risk, and Stock Returns." Harvard Business School Working Paper, No. 25-024, November 2024.
      • November 2024
      • Supplement

      BWX Technologies - Student Version

      By: Suraj Srinivasan and Yuan Zou
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      Srinivasan, Suraj, and Yuan Zou. "BWX Technologies - Student Version." Harvard Business School Spreadsheet Supplement 125-712, November 2024.
      • November 2024
      • Supplement

      BWX Technologies - Instructor Version

      By: Suraj Srinivasan and Yuan Zou
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      Srinivasan, Suraj, and Yuan Zou. "BWX Technologies - Instructor Version." Harvard Business School Spreadsheet Supplement 125-713, November 2024.
      • 2024
      • Working Paper

      Catalysts for Climate Solutions: Corporate Responses to Venture Capital Financing of Climate-tech Startups

      By: Shirley Lu, George Serafeim and Simon Xu
      We study whether incumbent firms increase their product focus on climate solutions in response to venture capital (VC) financing of climate-tech startups. Using large language models to measure a firm's focus on climate solutions, we find that incumbents in similar... View Details
      Keywords: Climate Finance; Climate Change; Technological Innovation; Entrepreneurship; Venture Capital; Private Equity; Environmental Sustainability; Business Startups
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      Lu, Shirley, George Serafeim, and Simon Xu. "Catalysts for Climate Solutions: Corporate Responses to Venture Capital Financing of Climate-tech Startups." Harvard Business School Working Paper, No. 25-025, November 2024.
      • October 2024
      • Teaching Note

      Henry Ford: Changing the World

      By: Robert Simons and Shirley Sun
      Teaching Note for HBS Case No. 121-063. View Details
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      Simons, Robert, and Shirley Sun. "Henry Ford: Changing the World." Harvard Business School Teaching Note 125-047, October 2024.
      • October 2024
      • Teaching Note

      Mahatma Gandhi: Changing the World

      By: Robert Simons and Shirley Sun
      Teaching Note for HBS Case No. 121-069. View Details
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      Simons, Robert, and Shirley Sun. "Mahatma Gandhi: Changing the World." Harvard Business School Teaching Note 125-048, October 2024.
      • October 2024
      • Teaching Note

      Steve Jobs: Changing the World

      By: Robert Simons and Shirley Sun
      Teaching Note for HBS Case No. 123-022. View Details
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      Simons, Robert, and Shirley Sun. "Steve Jobs: Changing the World." Harvard Business School Teaching Note 125-032, October 2024.
      • October 2024
      • Supplement

      Boba Fete Tea Shop – Instructor Worksheet

      By: Charles C.Y. Wang and Miles Mrowiec
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      Wang, Charles C.Y., and Miles Mrowiec. "Boba Fete Tea Shop – Instructor Worksheet." Harvard Business School Spreadsheet Supplement 125-711, October 2024.
      • October 2024
      • Supplement

      Boba Fete Tea Shop – Student Worksheet

      By: Charles C.Y. Wang and Miles Mrowiec
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      Wang, Charles C.Y., and Miles Mrowiec. "Boba Fete Tea Shop – Student Worksheet." Harvard Business School Spreadsheet Supplement 125-710, October 2024.
      • October 2024 (Revised February 2025)
      • Case

      Lanco Medical Group: Fostering Happiness for Growth

      By: Susanna Gallani, Jenyfeer Martínez Buitrago and Katherine Sonnefeldt
      This case describes how Lanco Medical Group, a fast-growing pharmaceutical distributor serving Latin America, approached the design of their employee benefits and incentives program. After learning about gaps between what leadership believed motivated employees and... View Details
      Keywords: Fairness; Compensation and Benefits; Retention; Growth Management; Motivation and Incentives; Expansion; Pharmaceutical Industry; Latin America
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      Gallani, Susanna, Jenyfeer Martínez Buitrago, and Katherine Sonnefeldt. "Lanco Medical Group: Fostering Happiness for Growth." Harvard Business School Case 125-062, October 2024. (Revised February 2025.)
      • October 2024
      • Teaching Note

      Robert McNamara: Changing the World

      By: Robert Simons and Shirley Sun
      Teaching Note for HBS Case No. 124-036. View Details
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      Simons, Robert, and Shirley Sun. "Robert McNamara: Changing the World." Harvard Business School Teaching Note 125-050, October 2024.
      • October 2024
      • Teaching Note

      Albert Einstein: Changing the World

      By: Robert L. Simons and Shirley Sun
      Teaching Note for HBS Case No. 123-025. View Details
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      Simons, Robert L., and Shirley Sun. "Albert Einstein: Changing the World." Harvard Business School Teaching Note 125-044, October 2024.
      • October 2024
      • Teaching Note

      Muhammad Ali: Changing the World

      By: Robert L. Simons and Shirley Sun
      Teaching Note for HBS Case No. 121-053. View Details
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      Simons, Robert L., and Shirley Sun. "Muhammad Ali: Changing the World." Harvard Business School Teaching Note 125-043, October 2024.
      • October 2024
      • Case

      GLIN Impact Capital

      By: Ethan Rouen and Akiko Saito
      In 2024, the co-founders of the venture capital fund GLIN Impact Capital face a critical inflection point as they consider launching a second, significantly larger impact investment fund in Japan. Founded in 2021 by the three Harvard Business School alumni, GLIN is one... View Details
      Keywords: Venture Capital; Investment Funds; Growth and Development Strategy; Corporate Social Responsibility and Impact; Power and Influence; Japan
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      Rouen, Ethan, and Akiko Saito. "GLIN Impact Capital." Harvard Business School Case 125-053, October 2024.
      • October 2024 (Revised March 2025)
      • Teaching Note

      BWX Technologies

      By: Suraj Srinivasan and Yuan Zou
      Teaching Note for HBS Case No. 124-071. View Details
      Keywords: Transformation; Communication Intention and Meaning; Business and Shareholder Relations; Valuation; Diversification; United States; Canada
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      Srinivasan, Suraj, and Yuan Zou. "BWX Technologies." Harvard Business School Teaching Note 125-063, October 2024. (Revised March 2025.)
      • October 16, 2024
      • Article

      Physicians Can Help Cut Costs. They Just Need the Right Incentives.

      By: Susanna Gallani and Derek A. Haas
      Health care organizations have long tried to enlist physicians in their effort to control or reduce costs. One effective means for doing so is to create an incentive system that rewards physicians for their contributions. To design such a system, organizations should... View Details
      Keywords: Cost; Motivation and Incentives; Compensation and Benefits; Health Industry
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      Gallani, Susanna, and Derek A. Haas. "Physicians Can Help Cut Costs. They Just Need the Right Incentives." Harvard Business Review Digital Articles (October 16, 2024).
      • October 2024
      • Teaching Note

      Nelson Mandela: Changing the World

      By: Robert Simons and Shirley Sun
      Teaching Note for HBS Case No. 124-034. View Details
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      Simons, Robert, and Shirley Sun. "Nelson Mandela: Changing the World." Harvard Business School Teaching Note 125-049, October 2024.
      • October 2024
      • Case

      Ranger Energy Services: Bridging Public & Private Markets

      By: Joseph Pacelli, Ravi Ramniklal Gondalia and James Weber
      In August of 2017, CSL Capital, a private equity fund founded and operated by Charlie Leykum (HBS ’04), was deciding to take one of its portfolio companies, Ranger Energy Services, public. Founded in 2014, Ranger Energy was an oilfield service company providing... View Details
      Keywords: Entrepreneurship; Initial Public Offering; Financial Strategy; Valuation; Private Equity; Business Strategy; Investment Portfolio; Investment Return; Financial Services Industry; Energy Industry; United States
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      Pacelli, Joseph, Ravi Ramniklal Gondalia, and James Weber. "Ranger Energy Services: Bridging Public & Private Markets." Harvard Business School Case 125-023, October 2024.
      • October 2024
      • Course Overview Note

      Risks, Opportunities, and Investments in the Era of Climate Change (ROICC)

      By: George Serafeim
      This course overview note introduces the course Risks, Opportunities, and Investments in the Era of Climate Change to students. View Details
      Keywords: Environment; Innovation; Technology; General Management; Organizational Transformations; Investments; Entrepreneurship; Strategy; Finance; Accounting; Leadership; Climate Change; Environmental Sustainability; Management
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      Serafeim, George. "Risks, Opportunities, and Investments in the Era of Climate Change (ROICC)." Harvard Business School Course Overview Note 125-052, October 2024.
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